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Books > Social sciences > Sociology, social studies > Social research & statistics
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Multiple Regression with Discrete Dependent Variables (Paperback)
Loot Price: R1,627
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Multiple Regression with Discrete Dependent Variables (Paperback)
Series: Pocket Guides to Social Work Research Methods
Expected to ship within 10 - 15 working days
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Most social work researchers are familiar with linear regression
techniques, which are fairly straightforward to conduct, interpret,
and present. However, linear regression is not appropriate for
discrete dependent variables, and social work research frequently
employs these variables, focusing on outcomes such as placement in
foster care or not; level of severity of elder abuse or depression
symptoms; or number of reoffenses by juvenile delinquents in the
year following adjudication.
This book presents detailed discussions of regression models that
are appropriate for a variety of discrete dependent variables. The
major challenges of such analyses lie in the non-linear
relationships between independent and dependent variables, and
particularly in interpreting and presenting findings. Clear
language guides the reader briefly through each step of the
analysis, using SPSS and result presentation to enhance
understanding of the important link function. The book begins with
a brief review of linear regression; next, the authors cover basic
binary logistic regression, which provides a foundation for the
other techniques. In particular, comprehension of the link function
is vital in order to later interpret these methods' results. Though
the book assumes a basic understanding of linear regression,
reviews and definitions throughout provide useful reminders of
important terms and their meaning, and throughout the book the
authors provide detailed examples based on their own data, which
readers may work through by accessing the data and output on
companion website.
Social work and other social sciences faculty, students, and
researchers who already have a basic understanding of linear
regression but are not as familiar with the regression analysis of
discrete dependent variables will find this straightforward pocket
guide to be a terrific boon to their bookshelves.
For additional resources, visit http:
//www.oup.com/us/pocketguides.
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